Pandas Profiling Report

Dataset statistics

Number of variables	43
Number of observations	25191
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.3 MiB
Average record size in memory	344.0 B

Variable types

Numeric	28
Categorical	14
Text	1

Alerts

`Num_outbound_cmds` has constant value ""	Constant
`Is_hot_login` has constant value ""	Constant
`Count` is highly overall correlated with `Diff_srv_rate` and 11 other fields	High correlation
`Diff_srv_rate` is highly overall correlated with `Count` and 11 other fields	High correlation
`Dst_bytes` is highly overall correlated with `Diff_srv_rate` and 8 other fields	High correlation
`Dst_host_count` is highly overall correlated with `Count` and 5 other fields	High correlation
`Dst_host_diff_srv_rate` is highly overall correlated with `Diff_srv_rate` and 6 other fields	High correlation
`Dst_host_rerror_rate` is highly overall correlated with `Dst_host_srv_rerror_rate` and 2 other fields	High correlation
`Dst_host_same_src_port_rate` is highly overall correlated with `Count` and 3 other fields	High correlation
`Dst_host_same_srv_rate` is highly overall correlated with `Diff_srv_rate` and 12 other fields	High correlation
`Dst_host_serror_rate` is highly overall correlated with `Count` and 10 other fields	High correlation
`Dst_host_srv_count` is highly overall correlated with `Diff_srv_rate` and 8 other fields	High correlation
`Dst_host_srv_diff_host_rate` is highly overall correlated with `Count` and 3 other fields	High correlation
`Dst_host_srv_rerror_rate` is highly overall correlated with `Dst_host_rerror_rate` and 2 other fields	High correlation
`Dst_host_srv_serror_rate` is highly overall correlated with `Count` and 7 other fields	High correlation
`Flag` is highly overall correlated with `Logged_in` and 6 other fields	High correlation
`Hot` is highly overall correlated with `Is_guest_login`	High correlation
`Is_guest_login` is highly overall correlated with `Hot`	High correlation
`Land` is highly overall correlated with `attack_type`	High correlation
`Logged_in` is highly overall correlated with `Count` and 6 other fields	High correlation
`Num_access_files` is highly overall correlated with `Su_attempted`	High correlation
`Num_compromised` is highly overall correlated with `Root_shell` and 1 other fields	High correlation
`Num_root` is highly overall correlated with `Root_shell` and 1 other fields	High correlation
`Protocol_type` is highly overall correlated with `attack_type`	High correlation
`Rerror_rate` is highly overall correlated with `Dst_host_rerror_rate` and 3 other fields	High correlation
`Root_shell` is highly overall correlated with `Num_compromised` and 2 other fields	High correlation
`Same_srv_rate` is highly overall correlated with `Count` and 14 other fields	High correlation
`Serror_rate` is highly overall correlated with `Count` and 10 other fields	High correlation
`Src_bytes` is highly overall correlated with `Count` and 12 other fields	High correlation
`Srv_count` is highly overall correlated with `Count`	High correlation
`Srv_rerror_rate` is highly overall correlated with `Dst_host_rerror_rate` and 3 other fields	High correlation
`Srv_serror_rate` is highly overall correlated with `Count` and 9 other fields	High correlation
`Su_attempted` is highly overall correlated with `Num_access_files` and 3 other fields	High correlation
`Wrong_fragment` is highly overall correlated with `attack_type`	High correlation
`attack_type` is highly overall correlated with `Land` and 3 other fields	High correlation
`Flag` is highly imbalanced (55.9%)	Imbalance
`Land` is highly imbalanced (99.9%)	Imbalance
`Wrong_fragment` is highly imbalanced (95.0%)	Imbalance
`Urgent` is highly imbalanced (99.9%)	Imbalance
`Num_failed_logins` is highly imbalanced (99.5%)	Imbalance
`Root_shell` is highly imbalanced (98.3%)	Imbalance
`Su_attempted` is highly imbalanced (99.3%)	Imbalance
`Num_shells` is highly imbalanced (99.5%)	Imbalance
`Is_guest_login` is highly imbalanced (92.5%)	Imbalance
`attack_type` is highly imbalanced (59.4%)	Imbalance
`Src_bytes` is highly skewed (γ1 = 157.5554145)	Skewed
`Dst_bytes` is highly skewed (γ1 = 54.77648949)	Skewed
`Num_compromised` is highly skewed (γ1 = 62.18985248)	Skewed
`Num_root` is highly skewed (γ1 = 62.31982588)	Skewed
`Num_file_creations` is highly skewed (γ1 = 52.14065242)	Skewed
`Num_access_files` is highly skewed (γ1 = 41.75193449)	Skewed
`Duration` has 23167 (92.0%) zeros	Zeros
`Src_bytes` has 9866 (39.2%) zeros	Zeros
`Dst_bytes` has 13573 (53.9%) zeros	Zeros
`Hot` has 24671 (97.9%) zeros	Zeros
`Num_compromised` has 24919 (98.9%) zeros	Zeros
`Num_root` has 25057 (99.5%) zeros	Zeros
`Num_file_creations` has 25125 (99.7%) zeros	Zeros
`Num_access_files` has 25112 (99.7%) zeros	Zeros
`Serror_rate` has 17328 (68.8%) zeros	Zeros
`Srv_serror_rate` has 17707 (70.3%) zeros	Zeros
`Rerror_rate` has 21984 (87.3%) zeros	Zeros
`Srv_rerror_rate` has 21958 (87.2%) zeros	Zeros
`Same_srv_rate` has 543 (2.2%) zeros	Zeros
`Diff_srv_rate` has 15244 (60.5%) zeros	Zeros
`Srv_diff_host_rate` has 19516 (77.5%) zeros	Zeros
`Dst_host_same_srv_rate` has 1379 (5.5%) zeros	Zeros
`Dst_host_diff_srv_rate` has 9343 (37.1%) zeros	Zeros
`Dst_host_same_src_port_rate` has 12673 (50.3%) zeros	Zeros
`Dst_host_srv_diff_host_rate` has 17386 (69.0%) zeros	Zeros
`Dst_host_serror_rate` has 16220 (64.4%) zeros	Zeros
`Dst_host_srv_serror_rate` has 17004 (67.5%) zeros	Zeros
`Dst_host_rerror_rate` has 20688 (82.1%) zeros	Zeros
`Dst_host_srv_rerror_rate` has 21348 (84.7%) zeros	Zeros

Reproduction

Analysis started	2024-05-01 16:22:45.722655
Analysis finished	2024-05-01 16:25:07.558528
Duration	2 minutes and 21.84 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

Duration
Real number (ℝ)

ZEROS

Distinct	758
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	305.06621

Minimum	0
Maximum	42862
Zeros	23167
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	42862
Range	42862
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2686.6083
Coefficient of variation (CV)	8.8066398
Kurtosis	146.69503
Mean	305.06621
Median Absolute Deviation (MAD)	0
Skewness	11.53241
Sum	7684923
Variance	7217864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23167	92.0%
1	374	1.5%
2	165	0.7%
3	102	0.4%
4	75	0.3%
5	62	0.2%
6	41	0.2%
27	40	0.2%
28	38	0.2%
7	26	0.1%
Other values (748)	1101	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23167	92.0%
1	374	1.5%
2	165	0.7%
3	102	0.4%
4	75	0.3%
5	62	0.2%
6	41	0.2%
7	26	0.1%
8	19	0.1%
9	22	0.1%

Value	Count	Frequency (%)
42862	1	< 0.1%
42658	1	< 0.1%
42636	1	< 0.1%
42470	1	< 0.1%
42260	1	< 0.1%
42021	1	< 0.1%
41802	1	< 0.1%
41561	1	< 0.1%
41541	1	< 0.1%
41476	1	< 0.1%

Protocol_type
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

tcp	20525
udp	3011
icmp	1655

Length

Max length	4
Median length	3
Mean length	3.0656981
Min length	3

Characters and Unicode

Total characters	77228
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	udp
2nd row	tcp
3rd row	tcp
4th row	tcp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	20525	81.5%
udp	3011	12.0%
icmp	1655	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tcp	20525	81.5%
udp	3011	12.0%
icmp	1655	6.6%

Most occurring characters

Value	Count	Frequency (%)
p	25191	32.6%
c	22180	28.7%
t	20525	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	77228	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	25191	32.6%
c	22180	28.7%
t	20525	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	77228	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	25191	32.6%
c	22180	28.7%
t	20525	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77228	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
p	25191	32.6%
c	22180	28.7%
t	20525	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Service
Text

Distinct	66
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

Length

Max length	11
Median length	10
Mean length	5.4735818
Min length	3

Characters and Unicode

Total characters	137885
Distinct characters	39
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	other
2nd row	private
3rd row	http
4th row	http
5th row	private

Value	Count	Frequency (%)
http	8003	31.8%
private	4351	17.3%
domain_u	1820	7.2%
smtp	1449	5.8%
ftp_data	1395	5.5%
eco_i	909	3.6%
other	858	3.4%
ecr_i	613	2.4%
telnet	483	1.9%
finger	366	1.5%
Other values (56)	4944	19.6%

Most occurring characters

Value	Count	Frequency (%)
t	29047	21.1%
p	17577	12.7%
a	10317	7.5%
e	9860	7.2%
h	9852	7.1%
i	9744	7.1%
r	6989	5.1%
_	5927	4.3%
o	4909	3.6%
n	4525	3.3%
Other values (29)	29138	21.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	130361	94.5%
Connector Punctuation	5927	4.3%
Decimal Number	1283	0.9%
Uppercase Letter	314	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	29047	22.3%
p	17577	13.5%
a	10317	7.9%
e	9860	7.6%
h	9852	7.6%
i	9744	7.5%
r	6989	5.4%
o	4909	3.8%
n	4525	3.5%
v	4458	3.4%
Other values (15)	23083	17.7%

Decimal Number

Value	Count	Frequency (%)
4	364	28.4%
3	338	26.3%
0	174	13.6%
5	172	13.4%
9	172	13.4%
1	45	3.5%
2	17	1.3%
8	1	0.1%

Uppercase Letter

Value	Count	Frequency (%)
Z	172	54.8%
I	40	12.7%
R	40	12.7%
C	40	12.7%
X	22	7.0%

Connector Punctuation

Value	Count	Frequency (%)
_	5927	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	130675	94.8%
Common	7210	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	29047	22.2%
p	17577	13.5%
a	10317	7.9%
e	9860	7.5%
h	9852	7.5%
i	9744	7.5%
r	6989	5.3%
o	4909	3.8%
n	4525	3.5%
v	4458	3.4%
Other values (20)	23397	17.9%

Common

Value	Count	Frequency (%)
_	5927	82.2%
4	364	5.0%
3	338	4.7%
0	174	2.4%
5	172	2.4%
9	172	2.4%
1	45	0.6%
2	17	0.2%
8	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	137885	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	29047	21.1%
p	17577	12.7%
a	10317	7.5%
e	9860	7.2%
h	9852	7.1%
i	9744	7.1%
r	6989	5.1%
_	5927	4.3%
o	4909	3.6%
n	4525	3.3%
Other values (29)	29138	21.1%

Flag
Categorical

HIGH CORRELATION IMBALANCE

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

SF	14972
S0	7009
REJ	2216
RSTR	497
RSTO	304
Other values (6)	193

Length

Max length	6
Median length	2
Mean length	2.1550951
Min length	2

Characters and Unicode

Total characters	54289
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	S0
3rd row	SF
4th row	SF
5th row	REJ

Common Values

Value	Count	Frequency (%)
SF	14972	59.4%
S0	7009	27.8%
REJ	2216	8.8%
RSTR	497	2.0%
RSTO	304	1.2%
S1	88	0.3%
SH	43	0.2%
RSTOS0	21	0.1%
S2	21	0.1%
S3	15	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	14972	59.4%
s0	7009	27.8%
rej	2216	8.8%
rstr	497	2.0%
rsto	304	1.2%
s1	88	0.3%
sh	43	0.2%
rstos0	21	0.1%
s2	21	0.1%
s3	15	0.1%

Most occurring characters

Value	Count	Frequency (%)
S	22991	42.3%
F	14972	27.6%
0	7030	12.9%
R	3535	6.5%
E	2216	4.1%
J	2216	4.1%
T	827	1.5%
O	330	0.6%
1	88	0.2%
H	48	0.1%
Other values (2)	36	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	47135	86.8%
Decimal Number	7154	13.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	22991	48.8%
F	14972	31.8%
R	3535	7.5%
E	2216	4.7%
J	2216	4.7%
T	827	1.8%
O	330	0.7%
H	48	0.1%

Decimal Number

Value	Count	Frequency (%)
0	7030	98.3%
1	88	1.2%
2	21	0.3%
3	15	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	47135	86.8%
Common	7154	13.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	22991	48.8%
F	14972	31.8%
R	3535	7.5%
E	2216	4.7%
J	2216	4.7%
T	827	1.8%
O	330	0.7%
H	48	0.1%

Common

Value	Count	Frequency (%)
0	7030	98.3%
1	88	1.2%
2	21	0.3%
3	15	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54289	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	22991	42.3%
F	14972	27.6%
0	7030	12.9%
R	3535	6.5%
E	2216	4.1%
J	2216	4.1%
T	827	1.5%
O	330	0.6%
1	88	0.2%
H	48	0.1%
Other values (2)	36	0.1%

Src_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	1665
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24331.575

Minimum	0
Maximum	3.8170909 × 10⁸
Zeros	9866
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	44
Q3	279
95-th percentile	1486.5
Maximum	3.8170909 × 10⁸
Range	3.8170909 × 10⁸
Interquartile range (IQR)	279

Descriptive statistics

Standard deviation	2410853.2
Coefficient of variation (CV)	99.083322
Kurtosis	24943.624
Mean	24331.575
Median Absolute Deviation (MAD)	44
Skewness	157.55541
Sum	6.129367 × 10⁸
Variance	5.8122134 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9866	39.2%
8	738	2.9%
1	480	1.9%
44	467	1.9%
45	416	1.7%
1032	390	1.5%
46	284	1.1%
43	231	0.9%
147	210	0.8%
105	204	0.8%
Other values (1655)	11905	47.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9866	39.2%
1	480	1.9%
4	1	< 0.1%
5	4	< 0.1%
6	32	0.1%
7	26	0.1%
8	738	2.9%
9	39	0.2%
10	32	0.1%
11	14	0.1%

Value	Count	Frequency (%)
381709090	1	< 0.1%
7665876	1	< 0.1%
7248552	1	< 0.1%
5135678	3	< 0.1%
5133876	8	< 0.1%
5131424	2	< 0.1%
5097472	1	< 0.1%
2280318	1	< 0.1%
2194620	2	< 0.1%
2194619	44	0.2%

Dst_bytes
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	3922
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3491.9858

Minimum	0
Maximum	5151385
Zeros	13573
Zeros (%)	53.9%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	530.5
95-th percentile	8314
Maximum	5151385
Range	5151385
Interquartile range (IQR)	530.5

Descriptive statistics

Standard deviation	88832.479
Coefficient of variation (CV)	25.438958
Kurtosis	3130.0483
Mean	3491.9858
Median Absolute Deviation (MAD)	0
Skewness	54.776489
Sum	87966614
Variance	7.8912093 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13573	53.9%
105	309	1.2%
8314	175	0.7%
44	115	0.5%
42	105	0.4%
330	105	0.4%
332	103	0.4%
331	97	0.4%
4	94	0.4%
329	88	0.3%
Other values (3912)	10427	41.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13573	53.9%
1	6	< 0.1%
4	94	0.4%
15	7	< 0.1%
17	7	< 0.1%
18	3	< 0.1%
24	2	< 0.1%
26	3	< 0.1%
28	2	< 0.1%
29	8	< 0.1%

Value	Count	Frequency (%)
5151385	1	< 0.1%
5150836	1	< 0.1%
5150772	1	< 0.1%
5150180	1	< 0.1%
5149533	1	< 0.1%
5131424	1	< 0.1%
5129964	1	< 0.1%
1639484	1	< 0.1%
1593580	1	< 0.1%
1437092	1	< 0.1%

Land
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25189
1	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25189	> 99.9%
1	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25189	> 99.9%
1	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25189	> 99.9%
1	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25189	> 99.9%
1	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25189	> 99.9%
1	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25189	> 99.9%
1	2	< 0.1%

Wrong_fragment
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	24967
3	187
1	37

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	24967	99.1%
3	187	0.7%
1	37	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	24967	99.1%
3	187	0.7%
1	37	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	24967	99.1%
3	187	0.7%
1	37	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	24967	99.1%
3	187	0.7%
1	37	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	24967	99.1%
3	187	0.7%
1	37	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	24967	99.1%
3	187	0.7%
1	37	0.1%

Urgent
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25190
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25190	> 99.9%
1	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25190	> 99.9%
1	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25190	> 99.9%
1	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25190	> 99.9%
1	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25190	> 99.9%
1	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25190	> 99.9%
1	1	< 0.1%

Hot
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19804692

Minimum	0
Maximum	77
Zeros	24671
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.1542442
Coefficient of variation (CV)	10.877443
Kurtosis	213.68931
Mean	0.19804692
Median Absolute Deviation (MAD)	0
Skewness	13.589264
Sum	4989
Variance	4.6407679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	24671	97.9%
2	200	0.8%
1	78	0.3%
30	55	0.2%
28	52	0.2%
4	37	0.1%
6	26	0.1%
5	17	0.1%
22	13	0.1%
24	9	< 0.1%
Other values (12)	33	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24671	97.9%
1	78	0.3%
2	200	0.8%
3	7	< 0.1%
4	37	0.1%
5	17	0.1%
6	26	0.1%
7	2	< 0.1%
11	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
77	1	< 0.1%
30	55	0.2%
28	52	0.2%
25	1	< 0.1%
24	9	< 0.1%
22	13	0.1%
20	1	< 0.1%
19	8	< 0.1%
18	6	< 0.1%
17	1	< 0.1%

Num_failed_logins
Categorical

IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25168
1	19
2	2
3	1
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25168	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25168	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25168	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25168	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25168	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25168	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Logged_in
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	15246
1	9945

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	15246	60.5%
1	9945	39.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	15246	60.5%
1	9945	39.5%

Most occurring characters

Value	Count	Frequency (%)
0	15246	60.5%
1	9945	39.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15246	60.5%
1	9945	39.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15246	60.5%
1	9945	39.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15246	60.5%
1	9945	39.5%

Num_compromised
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22785916

Minimum	0
Maximum	884
Zeros	24919
Zeros (%)	98.9%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	884
Range	884
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.417559
Coefficient of variation (CV)	45.719289
Kurtosis	4313.6044
Mean	0.22785916
Median Absolute Deviation (MAD)	0
Skewness	62.189852
Sum	5740
Variance	108.52553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	24919	98.9%
1	194	0.8%
2	21	0.1%
4	13	0.1%
6	8	< 0.1%
3	7	< 0.1%
5	5	< 0.1%
7	2	< 0.1%
151	2	< 0.1%
12	2	< 0.1%
Other values (18)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24919	98.9%
1	194	0.8%
2	21	0.1%
3	7	< 0.1%
4	13	0.1%
5	5	< 0.1%
6	8	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
884	1	< 0.1%
789	1	< 0.1%
558	1	< 0.1%
520	1	< 0.1%
462	1	< 0.1%
457	1	< 0.1%
371	1	< 0.1%
217	1	< 0.1%
193	1	< 0.1%
157	1	< 0.1%

Root_shell
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25152
1	39

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25152	99.8%
1	39	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25152	99.8%
1	39	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	25152	99.8%
1	39	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25152	99.8%
1	39	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25152	99.8%
1	39	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25152	99.8%
1	39	0.2%

Su_attempted
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25170
2	13
1	8

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25170	99.9%
2	13	0.1%
1	8	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25170	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25170	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25170	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25170	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25170	99.9%
2	13	0.1%
1	8	< 0.1%

Num_root
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24985114

Minimum	0
Maximum	975
Zeros	25057
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	975
Range	975
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.50107
Coefficient of variation (CV)	46.031689
Kurtosis	4315.596
Mean	0.24985114
Median Absolute Deviation (MAD)	0
Skewness	62.319826
Sum	6294
Variance	132.27461
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	25057	99.5%
1	47	0.2%
9	24	0.1%
6	23	0.1%
2	10	< 0.1%
5	6	< 0.1%
4	2	< 0.1%
3	2	< 0.1%
14	1	< 0.1%
100	1	< 0.1%
Other values (18)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25057	99.5%
1	47	0.2%
2	10	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	6	< 0.1%
6	23	0.1%
7	1	< 0.1%
9	24	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
975	1	< 0.1%
867	1	< 0.1%
629	1	< 0.1%
572	1	< 0.1%
512	1	< 0.1%
508	1	< 0.1%
417	1	< 0.1%
247	1	< 0.1%
191	1	< 0.1%
179	1	< 0.1%

Num_file_creations
Real number (ℝ)

SKEWED ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.014727482

Minimum	0
Maximum	40
Zeros	25125
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	40
Range	40
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5296128
Coefficient of variation (CV)	35.960852
Kurtosis	3158.0796
Mean	0.014727482
Median Absolute Deviation (MAD)	0
Skewness	52.140652
Sum	371
Variance	0.28048972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	25125	99.7%
1	37	0.1%
2	7	< 0.1%
4	3	< 0.1%
8	2	< 0.1%
18	2	< 0.1%
5	2	< 0.1%
21	1	< 0.1%
11	1	< 0.1%
20	1	< 0.1%
Other values (10)	10	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25125	99.7%
1	37	0.1%
2	7	< 0.1%
3	1	< 0.1%
4	3	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
8	2	< 0.1%
11	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
40	1	< 0.1%
38	1	< 0.1%
29	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	1	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
15	1	< 0.1%
14	1	< 0.1%

Num_shells
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25182
1	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25182	> 99.9%
1	9	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25182	> 99.9%
1	9	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25182	> 99.9%
1	9	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25182	> 99.9%
1	9	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25182	> 99.9%
1	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25182	> 99.9%
1	9	< 0.1%

Num_access_files
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0043269422

Minimum	0
Maximum	8
Zeros	25112
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.098525929
Coefficient of variation (CV)	22.770336
Kurtosis	2499.8086
Mean	0.0043269422
Median Absolute Deviation (MAD)	0
Skewness	41.751934
Sum	109
Variance	0.0097073586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	25112	99.7%
1	65	0.3%
2	8	< 0.1%
3	2	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
8	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25112	99.7%
1	65	0.3%
2	8	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
3	2	< 0.1%
2	8	< 0.1%
1	65	0.3%
0	25112	99.7%

Num_outbound_cmds
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25191

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25191	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25191	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	25191	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25191	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25191	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25191	100.0%

Is_hot_login
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25191

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25191	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	25191	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	25191	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25191	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25191	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25191	100.0%

Is_guest_login
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	24961
1	230

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25191
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	24961	99.1%
1	230	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	24961	99.1%
1	230	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	24961	99.1%
1	230	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25191	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	24961	99.1%
1	230	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	25191	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	24961	99.1%
1	230	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25191	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	24961	99.1%
1	230	0.9%

Count
Real number (ℝ)

HIGH CORRELATION

Distinct	466
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.594458

Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	14
Q3	144
95-th percentile	286
Maximum	511
Range	510
Interquartile range (IQR)	142

Descriptive statistics

Standard deviation	114.67455
Coefficient of variation (CV)	1.3555799
Kurtosis	1.9778428
Mean	84.594458
Median Absolute Deviation (MAD)	13
Skewness	1.5036782
Sum	2131019
Variance	13150.252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5519	21.9%
2	1933	7.7%
3	769	3.1%
4	696	2.8%
5	597	2.4%
6	477	1.9%
7	462	1.8%
8	404	1.6%
9	342	1.4%
11	317	1.3%
Other values (456)	13675	54.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5519	21.9%
2	1933	7.7%
3	769	3.1%
4	696	2.8%
5	597	2.4%
6	477	1.9%
7	462	1.8%
8	404	1.6%
9	342	1.4%
10	311	1.2%

Value	Count	Frequency (%)
511	293	1.2%
510	58	0.2%
509	49	0.2%
508	6	< 0.1%
507	1	< 0.1%
506	1	< 0.1%
502	1	< 0.1%
500	3	< 0.1%
497	1	< 0.1%
496	2	< 0.1%

Srv_count
Real number (ℝ)

HIGH CORRELATION

Distinct	414
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.699774

Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	8
Q3	18
95-th percentile	157
Maximum	511
Range	510
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	72.4695
Coefficient of variation (CV)	2.6162488
Kurtosis	24.395617
Mean	27.699774
Median Absolute Deviation (MAD)	7
Skewness	4.7074242
Sum	697785
Variance	5251.8284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5080	20.2%
2	2537	10.1%
3	1223	4.9%
4	1086	4.3%
5	913	3.6%
6	849	3.4%
7	800	3.2%
8	751	3.0%
9	718	2.9%
11	688	2.7%
Other values (404)	10546	41.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5080	20.2%
2	2537	10.1%
3	1223	4.9%
4	1086	4.3%
5	913	3.6%
6	849	3.4%
7	800	3.2%
8	751	3.0%
9	718	2.9%
10	647	2.6%

Value	Count	Frequency (%)
511	200	0.8%
510	36	0.1%
509	6	< 0.1%
508	2	< 0.1%
500	1	< 0.1%
497	1	< 0.1%
496	1	< 0.1%
492	2	< 0.1%
489	1	< 0.1%
488	1	< 0.1%

Serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	70
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28634909

Minimum	0
Maximum	1
Zeros	17328
Zeros (%)	68.8%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44731756
Coefficient of variation (CV)	1.5621407
Kurtosis	-1.0745068
Mean	0.28634909
Median Absolute Deviation (MAD)	0
Skewness	0.95258525
Sum	7213.42
Variance	0.200093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17328	68.8%
1	6941	27.6%
0.5	122	0.5%
0.07	53	0.2%
0.06	50	0.2%
0.05	50	0.2%
0.33	48	0.2%
0.01	46	0.2%
0.08	46	0.2%
0.25	43	0.2%
Other values (60)	464	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17328	68.8%
0.01	46	0.2%
0.02	16	0.1%
0.03	31	0.1%
0.04	29	0.1%
0.05	50	0.2%
0.06	50	0.2%
0.07	53	0.2%
0.08	46	0.2%
0.09	38	0.2%

Value	Count	Frequency (%)
1	6941	27.6%
0.99	41	0.2%
0.98	12	< 0.1%
0.97	16	0.1%
0.96	7	< 0.1%
0.95	6	< 0.1%
0.94	2	< 0.1%
0.93	6	< 0.1%
0.92	2	< 0.1%
0.91	1	< 0.1%

Srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28377357

Minimum	0
Maximum	1
Zeros	17707
Zeros (%)	70.3%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44760422
Coefficient of variation (CV)	1.5773288
Kurtosis	-1.0580062
Mean	0.28377357
Median Absolute Deviation (MAD)	0
Skewness	0.96343827
Sum	7148.54
Variance	0.20034954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17707	70.3%
1	7003	27.8%
0.5	94	0.4%
0.33	51	0.2%
0.25	42	0.2%
0.2	32	0.1%
0.05	26	0.1%
0.17	22	0.1%
0.03	20	0.1%
0.04	20	0.1%
Other values (46)	174	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17707	70.3%
0.01	1	< 0.1%
0.02	13	0.1%
0.03	20	0.1%
0.04	20	0.1%
0.05	26	0.1%
0.06	10	< 0.1%
0.07	16	0.1%
0.08	10	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	7003	27.8%
0.95	9	< 0.1%
0.94	1	< 0.1%
0.93	1	< 0.1%
0.92	3	< 0.1%
0.91	3	< 0.1%
0.9	4	< 0.1%
0.89	3	< 0.1%
0.88	1	< 0.1%
0.86	1	< 0.1%

Rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	72
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11863483

Minimum	0
Maximum	1
Zeros	21984
Zeros (%)	87.3%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.31875092
Coefficient of variation (CV)	2.6868241
Kurtosis	3.5468717
Mean	0.11863483
Median Absolute Deviation (MAD)	0
Skewness	2.3462888
Sum	2988.53
Variance	0.10160215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21984	87.3%
1	2552	10.1%
0.9	43	0.2%
0.89	39	0.2%
0.91	38	0.2%
0.92	38	0.2%
0.95	37	0.1%
0.5	36	0.1%
0.93	34	0.1%
0.94	31	0.1%
Other values (62)	359	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21984	87.3%
0.01	8	< 0.1%
0.02	15	0.1%
0.03	21	0.1%
0.04	9	< 0.1%
0.05	8	< 0.1%
0.06	2	< 0.1%
0.07	8	< 0.1%
0.08	5	< 0.1%
0.09	1	< 0.1%

Value	Count	Frequency (%)
1	2552	10.1%
0.99	6	< 0.1%
0.98	2	< 0.1%
0.97	7	< 0.1%
0.96	11	< 0.1%
0.95	37	0.1%
0.94	31	0.1%
0.93	34	0.1%
0.92	38	0.2%
0.91	38	0.2%

Srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12026517

Minimum	0
Maximum	1
Zeros	21958
Zeros (%)	87.2%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.32234086
Coefficient of variation (CV)	2.6802511
Kurtosis	3.5135494
Mean	0.12026517
Median Absolute Deviation (MAD)	0
Skewness	2.3407176
Sum	3029.6
Variance	0.10390363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	21958	87.2%
1	2937	11.7%
0.5	56	0.2%
0.33	32	0.1%
0.25	26	0.1%
0.17	17	0.1%
0.2	16	0.1%
0.04	14	0.1%
0.08	11	< 0.1%
0.67	11	< 0.1%
Other values (32)	113	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21958	87.2%
0.02	9	< 0.1%
0.03	8	< 0.1%
0.04	14	0.1%
0.05	8	< 0.1%
0.06	10	< 0.1%
0.07	7	< 0.1%
0.08	11	< 0.1%
0.09	2	< 0.1%
0.1	8	< 0.1%

Value	Count	Frequency (%)
1	2937	11.7%
0.85	1	< 0.1%
0.84	1	< 0.1%
0.83	3	< 0.1%
0.81	2	< 0.1%
0.8	3	< 0.1%
0.79	2	< 0.1%
0.76	1	< 0.1%
0.75	5	< 0.1%
0.74	1	< 0.1%

Same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	97
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66054543

Minimum	0
Maximum	1
Zeros	543
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.4396409
Coefficient of variation (CV)	0.66557254
Kurtosis	-1.6118083
Mean	0.66054543
Median Absolute Deviation (MAD)	0
Skewness	-0.5704245
Sum	16639.8
Variance	0.19328412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	15356	61.0%
0.01	827	3.3%
0.02	710	2.8%
0.06	681	2.7%
0.03	678	2.7%
0.07	671	2.7%
0.04	658	2.6%
0.08	601	2.4%
0.05	590	2.3%
0	543	2.2%
Other values (87)	3876	15.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	543	2.2%
0.01	827	3.3%
0.02	710	2.8%
0.03	678	2.7%
0.04	658	2.6%
0.05	590	2.3%
0.06	681	2.7%
0.07	671	2.7%
0.08	601	2.4%
0.09	399	1.6%

Value	Count	Frequency (%)
1	15356	61.0%
0.99	147	0.6%
0.98	18	0.1%
0.97	9	< 0.1%
0.96	4	< 0.1%
0.95	3	< 0.1%
0.94	3	< 0.1%
0.93	9	< 0.1%
0.92	6	< 0.1%
0.91	2	< 0.1%

Diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	79
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.062365527

Minimum	0
Maximum	1
Zeros	15244
Zeros (%)	60.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.17855311
Coefficient of variation (CV)	2.8630097
Kurtosis	19.294919
Mean	0.062365527
Median Absolute Deviation (MAD)	0
Skewness	4.4176536
Sum	1571.05
Variance	0.031881212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15244	60.5%
0.06	3861	15.3%
0.07	1947	7.7%
0.05	1350	5.4%
1	663	2.6%
0.08	374	1.5%
0.01	194	0.8%
0.04	130	0.5%
0.09	121	0.5%
0.5	116	0.5%
Other values (69)	1191	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15244	60.5%
0.01	194	0.8%
0.02	49	0.2%
0.03	48	0.2%
0.04	130	0.5%
0.05	1350	5.4%
0.06	3861	15.3%
0.07	1947	7.7%
0.08	374	1.5%
0.09	121	0.5%

Value	Count	Frequency (%)
1	663	2.6%
0.99	10	< 0.1%
0.98	2	< 0.1%
0.97	1	< 0.1%
0.96	8	< 0.1%
0.95	12	< 0.1%
0.83	2	< 0.1%
0.82	1	< 0.1%
0.8	2	< 0.1%
0.79	1	< 0.1%

Srv_diff_host_rate
Real number (ℝ)

ZEROS

Distinct	57
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.095934659

Minimum	0
Maximum	1
Zeros	19516
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.25658723
Coefficient of variation (CV)	2.674604
Kurtosis	7.0096997
Mean	0.095934659
Median Absolute Deviation (MAD)	0
Skewness	2.8858664
Sum	2416.69
Variance	0.065837005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19516	77.5%
1	1559	6.2%
0.01	586	2.3%
0.67	210	0.8%
0.5	193	0.8%
0.12	170	0.7%
0.33	167	0.7%
0.25	164	0.7%
0.02	153	0.6%
0.11	143	0.6%
Other values (47)	2330	9.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19516	77.5%
0.01	586	2.3%
0.02	153	0.6%
0.03	40	0.2%
0.04	39	0.2%
0.05	59	0.2%
0.06	118	0.5%
0.07	111	0.4%
0.08	124	0.5%
0.09	112	0.4%

Value	Count	Frequency (%)
1	1559	6.2%
0.88	1	< 0.1%
0.83	1	< 0.1%
0.8	14	0.1%
0.75	58	0.2%
0.71	3	< 0.1%
0.67	210	0.8%
0.62	3	< 0.1%
0.6	41	0.2%
0.57	7	< 0.1%

Dst_host_count
Real number (ℝ)

HIGH CORRELATION

Distinct	256
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.53337

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	84
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	171

Descriptive statistics

Standard deviation	98.995648
Coefficient of variation (CV)	0.54234275
Kurtosis	-1.0447983
Mean	182.53337
Median Absolute Deviation (MAD)	0
Skewness	-0.84318723
Sum	4598198
Variance	9800.1383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	14850	58.9%
1	601	2.4%
2	554	2.2%
3	251	1.0%
4	241	1.0%
5	162	0.6%
6	157	0.6%
8	134	0.5%
10	112	0.4%
11	111	0.4%
Other values (246)	8018	31.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	601	2.4%
2	554	2.2%
3	251	1.0%
4	241	1.0%
5	162	0.6%
6	157	0.6%
7	107	0.4%
8	134	0.5%
9	110	0.4%

Value	Count	Frequency (%)
255	14850	58.9%
254	17	0.1%
253	17	0.1%
252	17	0.1%
251	12	< 0.1%
250	18	0.1%
249	15	0.1%
248	17	0.1%
247	21	0.1%
246	23	0.1%

Dst_host_srv_count
Real number (ℝ)

HIGH CORRELATION

Distinct	256
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.06661

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
median	61
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	110.64759
Coefficient of variation (CV)	0.96159599
Kurtosis	-1.7510793
Mean	115.06661
Median Absolute Deviation (MAD)	59
Skewness	0.294236
Sum	2898643
Variance	12242.889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	7148	28.4%
1	1658	6.6%
2	1041	4.1%
3	556	2.2%
4	516	2.0%
20	475	1.9%
5	464	1.8%
6	453	1.8%
254	440	1.7%
19	433	1.7%
Other values (246)	12007	47.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1658	6.6%
2	1041	4.1%
3	556	2.2%
4	516	2.0%
5	464	1.8%
6	453	1.8%
7	410	1.6%
8	426	1.7%
9	404	1.6%

Value	Count	Frequency (%)
255	7148	28.4%
254	440	1.7%
253	91	0.4%
252	35	0.1%
251	81	0.3%
250	67	0.3%
249	42	0.2%
248	44	0.2%
247	57	0.2%
246	52	0.2%

Dst_host_same_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51980469

Minimum	0
Maximum	1
Zeros	1379
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.44894742
Coefficient of variation (CV)	0.86368481
Kurtosis	-1.8846373
Mean	0.51980469
Median Absolute Deviation (MAD)	0.49
Skewness	-0.0040977447
Sum	13094.4
Variance	0.20155378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9758	38.7%
0.01	1541	6.1%
0	1379	5.5%
0.02	1325	5.3%
0.07	1122	4.5%
0.04	1046	4.2%
0.05	1017	4.0%
0.03	799	3.2%
0.06	701	2.8%
0.08	577	2.3%
Other values (91)	5926	23.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1379	5.5%
0.01	1541	6.1%
0.02	1325	5.3%
0.03	799	3.2%
0.04	1046	4.2%
0.05	1017	4.0%
0.06	701	2.8%
0.07	1122	4.5%
0.08	577	2.3%
0.09	360	1.4%

Value	Count	Frequency (%)
1	9758	38.7%
0.99	121	0.5%
0.98	170	0.7%
0.97	101	0.4%
0.96	160	0.6%
0.95	126	0.5%
0.94	87	0.3%
0.93	81	0.3%
0.92	72	0.3%
0.91	69	0.3%

Dst_host_diff_srv_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08254059

Minimum	0
Maximum	1
Zeros	9343
Zeros (%)	37.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.03
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.18719454
Coefficient of variation (CV)	2.2679089
Kurtosis	12.726822
Mean	0.08254059
Median Absolute Deviation (MAD)	0.03
Skewness	3.6160976
Sum	2079.28
Variance	0.035041794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9343	37.1%
0.07	3448	13.7%
0.06	1917	7.6%
0.01	1881	7.5%
0.05	1436	5.7%
0.08	1367	5.4%
0.02	1327	5.3%
0.03	744	3.0%
0.04	603	2.4%
0.09	523	2.1%
Other values (91)	2602	10.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9343	37.1%
0.01	1881	7.5%
0.02	1327	5.3%
0.03	744	3.0%
0.04	603	2.4%
0.05	1436	5.7%
0.06	1917	7.6%
0.07	3448	13.7%
0.08	1367	5.4%
0.09	523	2.1%

Value	Count	Frequency (%)
1	408	1.6%
0.99	7	< 0.1%
0.98	6	< 0.1%
0.97	18	0.1%
0.96	12	< 0.1%
0.95	14	0.1%
0.94	12	< 0.1%
0.93	3	< 0.1%
0.92	6	< 0.1%
0.91	28	0.1%

Dst_host_same_src_port_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14745187

Minimum	0
Maximum	1
Zeros	12673
Zeros (%)	50.3%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.30837268
Coefficient of variation (CV)	2.0913447
Kurtosis	2.8105995
Mean	0.14745187
Median Absolute Deviation (MAD)	0
Skewness	2.0984945
Sum	3714.46
Variance	0.095093709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12673	50.3%
0.01	3557	14.1%
1	2052	8.1%
0.02	1115	4.4%
0.03	624	2.5%
0.04	447	1.8%
0.05	315	1.3%
0.5	232	0.9%
0.08	230	0.9%
0.06	226	0.9%
Other values (91)	3720	14.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12673	50.3%
0.01	3557	14.1%
0.02	1115	4.4%
0.03	624	2.5%
0.04	447	1.8%
0.05	315	1.3%
0.06	226	0.9%
0.07	199	0.8%
0.08	230	0.9%
0.09	150	0.6%

Value	Count	Frequency (%)
1	2052	8.1%
0.99	19	0.1%
0.98	37	0.1%
0.97	32	0.1%
0.96	46	0.2%
0.95	61	0.2%
0.94	24	0.1%
0.93	33	0.1%
0.92	15	0.1%
0.91	29	0.1%

Dst_host_srv_diff_host_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0318455

Minimum	0
Maximum	1
Zeros	17386
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.11057698
Coefficient of variation (CV)	3.4722953
Kurtosis	36.897522
Mean	0.0318455
Median Absolute Deviation (MAD)	0
Skewness	5.6169481
Sum	802.22
Variance	0.012227269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17386	69.0%
0.02	1612	6.4%
0.01	1468	5.8%
0.03	950	3.8%
0.04	870	3.5%
0.05	608	2.4%
0.5	317	1.3%
0.06	264	1.0%
0.07	215	0.9%
0.25	205	0.8%
Other values (53)	1296	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17386	69.0%
0.01	1468	5.8%
0.02	1612	6.4%
0.03	950	3.8%
0.04	870	3.5%
0.05	608	2.4%
0.06	264	1.0%
0.07	215	0.9%
0.08	87	0.3%
0.09	71	0.3%

Value	Count	Frequency (%)
1	132	0.5%
0.97	1	< 0.1%
0.86	1	< 0.1%
0.8	1	< 0.1%
0.75	3	< 0.1%
0.67	16	0.1%
0.6	5	< 0.1%
0.57	5	< 0.1%
0.56	8	< 0.1%
0.55	4	< 0.1%

Dst_host_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	100
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2858116

Minimum	0
Maximum	1
Zeros	16220
Zeros (%)	64.4%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.44532167
Coefficient of variation (CV)	1.5580952
Kurtosis	-1.0614769
Mean	0.2858116
Median Absolute Deviation (MAD)	0
Skewness	0.95808576
Sum	7199.88
Variance	0.19831139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16220	64.4%
1	6739	26.8%
0.01	680	2.7%
0.02	237	0.9%
0.03	149	0.6%
0.04	83	0.3%
0.09	79	0.3%
0.08	69	0.3%
0.05	64	0.3%
0.99	59	0.2%
Other values (90)	812	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16220	64.4%
0.01	680	2.7%
0.02	237	0.9%
0.03	149	0.6%
0.04	83	0.3%
0.05	64	0.3%
0.06	34	0.1%
0.07	47	0.2%
0.08	69	0.3%
0.09	79	0.3%

Value	Count	Frequency (%)
1	6739	26.8%
0.99	59	0.2%
0.98	36	0.1%
0.97	18	0.1%
0.96	20	0.1%
0.95	14	0.1%
0.94	21	0.1%
0.93	15	0.1%
0.92	11	< 0.1%
0.91	8	< 0.1%

Dst_host_srv_serror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27985749

Minimum	0
Maximum	1
Zeros	17004
Zeros (%)	67.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4460807
Coefficient of variation (CV)	1.5939566
Kurtosis	-1.0218436
Mean	0.27985749
Median Absolute Deviation (MAD)	0
Skewness	0.98427735
Sum	7049.89
Variance	0.19898799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17004	67.5%
1	6862	27.2%
0.01	758	3.0%
0.02	136	0.5%
0.03	32	0.1%
0.5	24	0.1%
0.08	16	0.1%
0.12	16	0.1%
0.04	15	0.1%
0.05	15	0.1%
Other values (78)	313	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17004	67.5%
0.01	758	3.0%
0.02	136	0.5%
0.03	32	0.1%
0.04	15	0.1%
0.05	15	0.1%
0.06	15	0.1%
0.07	14	0.1%
0.08	16	0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	6862	27.2%
0.98	6	< 0.1%
0.97	13	0.1%
0.96	13	0.1%
0.95	6	< 0.1%
0.94	8	< 0.1%
0.93	7	< 0.1%
0.92	4	< 0.1%
0.91	9	< 0.1%
0.9	2	< 0.1%

Dst_host_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11780279

Minimum	0
Maximum	1
Zeros	20688
Zeros (%)	82.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.30587502
Coefficient of variation (CV)	2.5965007
Kurtosis	3.7652704
Mean	0.11780279
Median Absolute Deviation (MAD)	0
Skewness	2.3636408
Sum	2967.57
Variance	0.093559527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	82.1%
1	2069	8.2%
0.01	359	1.4%
0.02	232	0.9%
0.03	110	0.4%
0.05	84	0.3%
0.04	77	0.3%
0.92	52	0.2%
0.9	46	0.2%
0.91	43	0.2%
Other values (91)	1431	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20688	82.1%
0.01	359	1.4%
0.02	232	0.9%
0.03	110	0.4%
0.04	77	0.3%
0.05	84	0.3%
0.06	33	0.1%
0.07	39	0.2%
0.08	37	0.1%
0.09	15	0.1%

Value	Count	Frequency (%)
1	2069	8.2%
0.99	7	< 0.1%
0.98	12	< 0.1%
0.97	20	0.1%
0.96	39	0.2%
0.95	29	0.1%
0.94	23	0.1%
0.93	23	0.1%
0.92	52	0.2%
0.91	43	0.2%

Dst_host_srv_rerror_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	100
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11877417

Minimum	0
Maximum	1
Zeros	21348
Zeros (%)	84.7%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.31733888
Coefficient of variation (CV)	2.6717837
Kurtosis	3.6327624
Mean	0.11877417
Median Absolute Deviation (MAD)	0
Skewness	2.3604139
Sum	2992.04
Variance	0.10070397
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21348	84.7%
1	2617	10.4%
0.01	253	1.0%
0.02	124	0.5%
0.03	78	0.3%
0.04	69	0.3%
0.05	63	0.3%
0.06	36	0.1%
0.99	33	0.1%
0.98	30	0.1%
Other values (90)	540	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21348	84.7%
0.01	253	1.0%
0.02	124	0.5%
0.03	78	0.3%
0.04	69	0.3%
0.05	63	0.3%
0.06	36	0.1%
0.07	17	0.1%
0.08	18	0.1%
0.09	11	< 0.1%

Value	Count	Frequency (%)
1	2617	10.4%
0.99	33	0.1%
0.98	30	0.1%
0.97	19	0.1%
0.96	17	0.1%
0.95	11	< 0.1%
0.94	11	< 0.1%
0.93	10	< 0.1%
0.92	7	< 0.1%
0.91	7	< 0.1%

attack_type
Categorical

HIGH CORRELATION IMBALANCE

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

normal	13448
neptune	8282
ipsweep	710
satan	691
portsweep	587
Other values (17)	1473

Length

Max length	15
Median length	6
Mean length	6.390973
Min length	3

Characters and Unicode

Total characters	160995
Distinct characters	24
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	normal
2nd row	neptune
3rd row	normal
4th row	normal
5th row	neptune

Common Values

Value	Count	Frequency (%)
normal	13448	53.4%
neptune	8282	32.9%
ipsweep	710	2.8%
satan	691	2.7%
portsweep	587	2.3%
smurf	529	2.1%
nmap	301	1.2%
back	196	0.8%
teardrop	188	0.7%
warezclient	181	0.7%
Other values (12)	78	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
normal	13448	53.4%
neptune	8282	32.9%
ipsweep	710	2.8%
satan	691	2.7%
portsweep	587	2.3%
smurf	529	2.1%
nmap	301	1.2%
back	196	0.8%
teardrop	188	0.7%
warezclient	181	0.7%
Other values (12)	78	0.3%

Most occurring characters

Value	Count	Frequency (%)
n	31186	19.4%
e	19746	12.3%
a	15727	9.8%
r	15152	9.4%
m	14293	8.9%
o	14285	8.9%
l	13640	8.5%
p	11424	7.1%
t	9948	6.2%
u	8830	5.5%
Other values (14)	6764	4.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	160978	> 99.9%
Connector Punctuation	17	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	31186	19.4%
e	19746	12.3%
a	15727	9.8%
r	15152	9.4%
m	14293	8.9%
o	14285	8.9%
l	13640	8.5%
p	11424	7.1%
t	9948	6.2%
u	8830	5.5%
Other values (13)	6747	4.2%

Connector Punctuation

Value	Count	Frequency (%)
_	17	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	160978	> 99.9%
Common	17	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	31186	19.4%
e	19746	12.3%
a	15727	9.8%
r	15152	9.4%
m	14293	8.9%
o	14285	8.9%
l	13640	8.5%
p	11424	7.1%
t	9948	6.2%
u	8830	5.5%
Other values (13)	6747	4.2%

Common

Value	Count	Frequency (%)
_	17	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	160995	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	31186	19.4%
e	19746	12.3%
a	15727	9.8%
r	15152	9.4%
m	14293	8.9%
o	14285	8.9%
l	13640	8.5%
p	11424	7.1%
t	9948	6.2%
u	8830	5.5%
Other values (14)	6764	4.2%

difficulty_level
Real number (ℝ)

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.487674

Minimum	0
Maximum	21
Zeros	12
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	18
median	20
Q3	21
95-th percentile	21
Maximum	21
Range	21
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.3285848
Coefficient of variation (CV)	0.11949014
Kurtosis	13.164064
Mean	19.487674
Median Absolute Deviation (MAD)	1
Skewness	-2.9001984
Sum	490914
Variance	5.4223074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
21	12495	49.6%
18	4142	16.4%
20	3861	15.3%
19	2047	8.1%
15	802	3.2%
17	587	2.3%
16	469	1.9%
12	162	0.6%
14	149	0.6%
11	126	0.5%
Other values (12)	351	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	< 0.1%
1	17	0.1%
2	10	< 0.1%
3	14	0.1%
4	14	0.1%
5	14	0.1%
6	27	0.1%
7	26	0.1%
8	25	0.1%
9	39	0.2%

Value	Count	Frequency (%)
21	12495	49.6%
20	3861	15.3%
19	2047	8.1%
18	4142	16.4%
17	587	2.3%
16	469	1.9%
15	802	3.2%
14	149	0.6%
13	97	0.4%
12	162	0.6%

Auto

Heatmap
Table

	Count	Diff_srv_rate	Dst_bytes	Dst_host_count	Dst_host_diff_srv_rate	Dst_host_rerror_rate	Dst_host_same_src_port_rate	Dst_host_same_srv_rate	Dst_host_serror_rate	Dst_host_srv_count	Dst_host_srv_diff_host_rate	Dst_host_srv_rerror_rate	Dst_host_srv_serror_rate	Duration	Flag	Hot	Is_guest_login	Land	Logged_in	Num_access_files	Num_compromised	Num_failed_logins	Num_file_creations	Num_root	Num_shells	Protocol_type	Rerror_rate	Root_shell	Same_srv_rate	Serror_rate	Src_bytes	Srv_count	Srv_diff_host_rate	Srv_rerror_rate	Srv_serror_rate	Su_attempted	Urgent	Wrong_fragment	attack_type	difficulty_level
Count	1.000	0.615	-0.441	0.618	0.359	0.022	-0.549	-0.430	0.537	-0.325	-0.531	0.022	0.507	-0.322	0.254	-0.150	0.076	0.000	0.649	-0.054	-0.093	0.000	-0.059	-0.084	0.000	0.278	0.071	0.026	-0.720	0.579	-0.527	0.520	-0.321	0.064	0.543	0.000	0.000	0.095	0.361	-0.146
Diff_srv_rate	0.615	1.000	-0.604	0.523	0.645	0.156	-0.447	-0.727	0.643	-0.668	-0.479	0.159	0.597	-0.135	0.145	-0.103	0.008	0.000	0.171	-0.038	-0.077	0.000	-0.026	-0.047	0.000	0.122	0.232	0.000	-0.921	0.675	-0.705	-0.039	-0.377	0.210	0.625	0.000	0.000	0.000	0.221	-0.202
Dst_bytes	-0.441	-0.604	1.000	-0.340	-0.624	-0.215	0.061	0.667	-0.518	0.703	0.325	-0.181	-0.482	0.149	0.051	0.200	0.000	0.000	0.017	0.073	0.174	0.000	0.048	-0.003	0.000	0.000	-0.294	0.000	0.628	-0.536	0.700	-0.020	0.313	-0.271	-0.510	0.000	0.000	0.000	0.370	0.454
Dst_host_count	0.618	0.523	-0.340	1.000	0.435	0.053	-0.696	-0.536	0.421	-0.353	-0.835	0.035	0.382	-0.059	0.161	-0.062	0.072	0.010	0.463	-0.004	-0.046	0.027	-0.022	-0.054	0.000	0.230	0.086	0.036	-0.540	0.431	-0.408	0.219	-0.302	0.079	0.412	0.022	0.000	0.047	0.231	-0.121
Dst_host_diff_srv_rate	0.359	0.645	-0.624	0.435	1.000	0.269	-0.212	-0.897	0.503	-0.839	-0.487	0.227	0.436	0.199	0.214	-0.061	0.034	0.000	0.174	-0.002	-0.059	0.028	0.024	0.035	0.000	0.172	0.289	0.039	-0.649	0.487	-0.526	-0.242	-0.406	0.273	0.440	0.034	0.000	0.069	0.273	-0.260
Dst_host_rerror_rate	0.022	0.156	-0.215	0.053	0.269	1.000	0.039	-0.249	-0.194	-0.265	-0.067	0.884	-0.272	0.069	0.325	0.102	0.029	0.000	0.277	-0.000	0.128	0.009	0.008	-0.004	0.000	0.120	0.842	0.009	-0.142	-0.225	-0.225	-0.212	-0.142	0.833	-0.275	0.013	0.000	0.140	0.231	-0.190
Dst_host_same_src_port_rate	-0.549	-0.447	0.061	-0.696	-0.212	0.039	1.000	0.307	-0.459	0.152	0.561	-0.007	-0.454	0.187	0.151	-0.006	0.035	0.020	0.209	-0.012	-0.002	0.000	0.014	0.057	0.047	0.436	-0.012	0.006	0.530	-0.488	0.381	-0.199	0.156	-0.020	-0.474	0.000	0.000	0.152	0.272	-0.125
Dst_host_same_srv_rate	-0.430	-0.727	0.667	-0.536	-0.897	-0.249	0.307	1.000	-0.582	0.918	0.538	-0.222	-0.517	-0.143	0.266	0.064	0.244	0.000	0.632	0.015	0.063	0.026	-0.018	-0.019	0.045	0.224	-0.291	0.035	0.757	-0.576	0.619	0.255	0.444	-0.273	-0.530	0.047	0.000	0.142	0.299	0.269
Dst_host_serror_rate	0.537	0.643	-0.518	0.421	0.503	-0.194	-0.459	-0.582	1.000	-0.527	-0.385	-0.208	0.919	-0.153	0.347	-0.064	0.058	0.000	0.497	-0.027	-0.026	0.052	0.000	-0.030	0.034	0.213	-0.184	0.034	-0.717	0.934	-0.625	0.048	-0.326	-0.190	0.918	0.035	0.000	0.054	0.318	-0.176
Dst_host_srv_count	-0.325	-0.668	0.703	-0.353	-0.839	-0.265	0.152	0.918	-0.527	1.000	0.451	-0.249	-0.471	-0.161	0.252	0.007	0.169	0.000	0.651	0.011	0.001	0.014	-0.029	-0.030	0.029	0.259	-0.310	0.000	0.697	-0.525	0.619	0.300	0.404	-0.294	-0.479	0.007	0.000	0.119	0.296	0.381
Dst_host_srv_diff_host_rate	-0.531	-0.479	0.325	-0.835	-0.487	-0.067	0.561	0.538	-0.385	0.451	1.000	-0.045	-0.343	-0.034	0.082	-0.068	0.017	0.103	0.144	-0.012	-0.054	0.000	-0.004	0.035	0.000	0.440	-0.084	0.041	0.487	-0.388	0.347	-0.125	0.333	-0.083	-0.368	0.047	0.000	0.033	0.362	0.210
Dst_host_srv_rerror_rate	0.022	0.159	-0.181	0.035	0.227	0.884	-0.007	-0.222	-0.208	-0.249	-0.045	1.000	-0.250	0.078	0.361	0.100	0.059	0.000	0.282	-0.001	0.152	0.072	0.006	-0.005	0.000	0.126	0.885	0.071	-0.155	-0.208	-0.255	-0.219	-0.130	0.894	-0.260	0.106	0.000	0.017	0.182	-0.132
Dst_host_srv_serror_rate	0.507	0.597	-0.482	0.382	0.436	-0.272	-0.454	-0.517	0.919	-0.471	-0.343	-0.250	1.000	-0.153	0.380	-0.071	0.057	0.090	0.495	-0.028	-0.023	0.079	-0.006	-0.020	0.062	0.212	-0.228	0.065	-0.681	0.920	-0.610	0.078	-0.305	-0.240	0.940	0.080	0.000	0.038	0.314	-0.117
Duration	-0.322	-0.135	0.149	-0.059	0.199	0.069	0.187	-0.143	-0.153	-0.161	-0.034	0.078	-0.153	1.000	0.188	0.225	0.000	0.000	0.064	0.048	0.100	0.030	0.080	0.054	0.000	0.081	0.057	0.129	0.167	-0.185	0.220	-0.321	0.005	0.052	-0.183	0.170	0.000	0.000	0.168	-0.020
Flag	0.254	0.145	0.051	0.161	0.214	0.325	0.151	0.266	0.347	0.252	0.082	0.361	0.380	0.188	1.000	0.088	0.075	0.000	0.650	0.039	0.072	0.069	0.031	0.054	0.000	0.278	-0.630	0.053	0.758	-0.605	0.821	0.081	0.372	-0.617	-0.569	0.066	0.000	0.052	0.432	0.209
Hot	-0.150	-0.103	0.200	-0.062	-0.061	0.102	-0.006	0.064	-0.064	0.007	-0.068	0.100	-0.071	0.225	0.088	1.000	0.803	0.000	0.096	0.017	0.499	0.000	0.080	0.016	0.135	0.023	-0.006	0.064	0.106	-0.088	0.202	-0.141	-0.029	0.018	-0.083	0.000	0.000	0.000	0.230	-0.154
Is_guest_login	0.076	0.008	0.000	0.072	0.034	0.029	0.035	0.244	0.058	0.169	0.017	0.059	0.057	0.000	0.075	0.803	1.000	0.000	0.117	0.002	-0.010	0.064	0.028	-0.007	0.000	0.045	-0.034	0.000	0.069	-0.064	0.128	-0.132	-0.045	-0.034	-0.062	0.000	0.000	0.002	0.291	-0.060
Land	0.000	0.000	0.000	0.010	0.000	0.000	0.020	0.000	0.000	0.000	0.103	0.000	0.090	0.000	0.000	0.000	0.000	1.000	0.000	-0.000	-0.001	0.000	-0.000	-0.001	0.000	0.000	-0.003	0.000	0.007	0.014	-0.010	-0.010	0.008	-0.003	0.014	0.000	0.000	0.000	0.707	-0.016
Logged_in	0.649	0.171	0.017	0.463	0.174	0.277	0.209	0.632	0.497	0.651	0.144	0.282	0.495	0.064	0.650	0.096	0.117	0.000	1.000	0.069	0.129	0.011	0.062	0.091	0.020	0.385	-0.278	0.047	0.596	-0.492	0.777	-0.136	0.266	-0.256	-0.472	0.035	0.000	0.076	0.732	0.488
Num_access_files	-0.054	-0.038	0.073	-0.004	-0.002	-0.000	-0.012	0.015	-0.027	0.011	-0.012	-0.001	-0.028	0.048	0.039	0.017	0.002	-0.000	0.069	1.000	0.098	0.000	0.081	0.114	0.117	0.011	-0.015	0.434	0.040	-0.034	0.064	-0.043	0.021	0.007	-0.033	0.503	0.000	0.000	0.133	0.020
Num_compromised	-0.093	-0.077	0.174	-0.046	-0.059	0.128	-0.002	0.063	-0.026	0.001	-0.054	0.152	-0.023	0.100	0.072	0.499	-0.010	-0.001	0.129	0.098	1.000	0.048	0.154	0.200	0.000	0.000	-0.002	0.523	0.078	-0.063	0.156	-0.086	-0.015	0.029	-0.062	0.680	0.000	0.000	0.000	-0.150
Num_failed_logins	0.000	0.000	0.000	0.027	0.028	0.009	0.000	0.026	0.052	0.014	0.000	0.072	0.079	0.030	0.069	0.000	0.064	0.000	0.011	0.000	0.048	1.000	0.153	0.052	0.000	0.000	0.033	0.000	0.023	-0.017	0.016	-0.037	-0.016	0.032	-0.017	0.246	0.000	0.000	0.362	-0.046
Num_file_creations	-0.059	-0.026	0.048	-0.022	0.024	0.008	0.014	-0.018	0.000	-0.029	-0.004	0.006	-0.006	0.080	0.031	0.080	0.028	-0.000	0.062	0.081	0.154	0.153	1.000	0.157	0.000	0.000	-0.013	0.091	0.031	-0.017	0.077	-0.061	-0.015	-0.015	-0.020	0.265	0.000	0.000	0.140	-0.025
Num_root	-0.084	-0.047	-0.003	-0.054	0.035	-0.004	0.057	-0.019	-0.030	-0.030	0.035	-0.005	-0.020	0.054	0.054	0.016	-0.007	-0.001	0.091	0.114	0.200	0.052	0.157	1.000	0.000	0.000	-0.025	0.522	0.051	-0.044	0.085	-0.085	-0.029	-0.026	-0.042	0.707	0.000	0.000	0.000	-0.007
Num_shells	0.000	0.000	0.000	0.000	0.000	0.000	0.047	0.045	0.034	0.029	0.000	0.000	0.062	0.000	0.000	0.135	0.000	0.000	0.020	0.117	0.000	0.000	0.000	0.000	1.000	0.001	-0.007	0.025	0.015	-0.013	0.032	0.000	-0.001	-0.007	-0.012	0.000	0.000	0.000	0.234	-0.005
Protocol_type	0.278	0.122	0.000	0.230	0.172	0.120	0.436	0.224	0.213	0.259	0.440	0.126	0.212	0.081	0.278	0.023	0.045	0.000	0.385	0.011	0.000	0.000	0.000	0.000	0.001	1.000	-0.048	0.017	0.034	-0.087	-0.043	0.055	-0.029	-0.053	-0.089	0.004	0.000	0.193	0.663	0.061
Rerror_rate	0.071	0.232	-0.294	0.086	0.289	0.842	-0.012	-0.291	-0.184	-0.310	-0.084	0.885	-0.228	0.057	-0.630	-0.006	-0.034	-0.003	-0.278	-0.015	-0.002	0.033	-0.013	-0.025	-0.007	-0.048	1.000	0.016	-0.219	-0.176	-0.356	-0.204	-0.153	0.965	-0.225	0.025	0.000	0.017	0.253	-0.149
Root_shell	0.026	0.000	0.000	0.036	0.039	0.009	0.006	0.035	0.034	0.000	0.041	0.071	0.065	0.129	0.053	0.064	0.000	0.000	0.047	0.434	0.523	0.000	0.091	0.522	0.025	0.017	0.016	1.000	0.028	-0.020	0.042	-0.038	-0.016	-0.003	-0.019	0.588	0.080	0.000	0.405	-0.031
Same_srv_rate	-0.720	-0.921	0.628	-0.540	-0.649	-0.142	0.530	0.757	-0.717	0.697	0.487	-0.155	-0.681	0.167	0.758	0.106	0.069	0.007	0.596	0.040	0.078	0.023	0.031	0.051	0.015	0.034	-0.219	0.028	1.000	-0.758	0.754	0.030	0.385	-0.205	-0.708	0.000	0.000	0.043	0.324	0.171
Serror_rate	0.579	0.675	-0.536	0.431	0.487	-0.225	-0.488	-0.576	0.934	-0.525	-0.388	-0.208	0.920	-0.185	-0.605	-0.088	-0.064	0.014	-0.492	-0.034	-0.063	-0.017	-0.017	-0.044	-0.013	-0.087	-0.176	-0.020	-0.758	1.000	-0.675	0.074	-0.324	-0.181	0.974	0.000	0.000	0.130	0.312	-0.161
Src_bytes	-0.527	-0.705	0.700	-0.408	-0.526	-0.225	0.381	0.619	-0.625	0.619	0.347	-0.255	-0.610	0.220	0.821	0.202	0.128	-0.010	0.777	0.064	0.156	0.016	0.077	0.085	0.032	-0.043	-0.356	0.042	0.754	-0.675	1.000	-0.056	0.289	-0.335	-0.654	0.000	0.000	0.000	0.029	0.276
Srv_count	0.520	-0.039	-0.020	0.219	-0.242	-0.212	-0.199	0.255	0.048	0.300	-0.125	-0.219	0.078	-0.321	0.081	-0.141	-0.132	-0.010	-0.136	-0.043	-0.086	-0.037	-0.061	-0.085	0.000	0.055	-0.204	-0.038	0.030	0.074	-0.056	1.000	0.235	-0.204	0.109	0.000	0.000	0.263	0.303	-0.045
Srv_diff_host_rate	-0.321	-0.377	0.313	-0.302	-0.406	-0.142	0.156	0.444	-0.326	0.404	0.333	-0.130	-0.305	0.005	0.372	-0.029	-0.045	0.008	0.266	0.021	-0.015	-0.016	-0.015	-0.029	-0.001	-0.029	-0.153	-0.016	0.385	-0.324	0.289	0.235	1.000	-0.121	-0.306	0.000	0.000	0.088	0.212	0.138
Srv_rerror_rate	0.064	0.210	-0.271	0.079	0.273	0.833	-0.020	-0.273	-0.190	-0.294	-0.083	0.894	-0.240	0.052	-0.617	0.018	-0.034	-0.003	-0.256	0.007	0.029	0.032	-0.015	-0.026	-0.007	-0.053	0.965	-0.003	-0.205	-0.181	-0.335	-0.204	-0.121	1.000	-0.238	0.000	0.000	0.017	0.220	-0.138
Srv_serror_rate	0.543	0.625	-0.510	0.412	0.440	-0.275	-0.474	-0.530	0.918	-0.479	-0.368	-0.260	0.940	-0.183	-0.569	-0.083	-0.062	0.014	-0.472	-0.033	-0.062	-0.017	-0.020	-0.042	-0.012	-0.089	-0.225	-0.019	-0.708	0.974	-0.654	0.109	-0.306	-0.238	1.000	0.000	0.000	0.039	0.328	-0.137
Su_attempted	0.000	0.000	0.000	0.022	0.034	0.013	0.000	0.047	0.035	0.007	0.047	0.106	0.080	0.170	0.066	0.000	0.000	0.000	0.035	0.503	0.680	0.246	0.265	0.707	0.000	0.004	0.025	0.588	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	-0.023
Urgent	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.080	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.499	-0.012
Wrong_fragment	0.095	0.000	0.000	0.047	0.069	0.140	0.152	0.142	0.054	0.119	0.033	0.017	0.038	0.000	0.052	0.000	0.002	0.000	0.076	0.000	0.000	0.000	0.000	0.000	0.000	0.193	0.017	0.000	0.043	0.130	0.000	0.263	0.088	0.017	0.039	0.000	0.000	1.000	0.979	-0.150
attack_type	0.361	0.221	0.370	0.231	0.273	0.231	0.272	0.299	0.318	0.296	0.362	0.182	0.314	0.168	0.432	0.230	0.291	0.707	0.732	0.133	0.000	0.362	0.140	0.000	0.234	0.663	0.253	0.405	0.324	0.312	0.029	0.303	0.212	0.220	0.328	0.000	0.499	0.979	1.000	0.135
difficulty_level	-0.146	-0.202	0.454	-0.121	-0.260	-0.190	-0.125	0.269	-0.176	0.381	0.210	-0.132	-0.117	-0.020	0.209	-0.154	-0.060	-0.016	0.488	0.020	-0.150	-0.046	-0.025	-0.007	-0.005	0.061	-0.149	-0.031	0.171	-0.161	0.276	-0.045	0.138	-0.138	-0.137	-0.023	-0.012	-0.150	0.135	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Protocol_type	Service	Flag	Src_bytes	Dst_bytes	Logged_in	Count	Srv_count	Serror_rate	Srv_serror_rate	Rerror_rate	Srv_rerror_rate	Same_srv_rate	Diff_srv_rate	Srv_diff_host_rate	Dst_host_count	Dst_host_srv_count	Dst_host_same_srv_rate	Dst_host_diff_srv_rate	Dst_host_same_src_port_rate	Dst_host_srv_diff_host_rate	Dst_host_serror_rate	Dst_host_srv_serror_rate	Dst_host_rerror_rate	Dst_host_srv_rerror_rate	attack_type	difficulty_level
0	udp	other	SF	146	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.0	0.00	normal	15
1	tcp	private	S0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	19
2	tcp	http	SF	232	8153	1	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.0	0.01	normal	21
3	tcp	http	SF	199	420	1	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.0	0.00	normal	21
4	tcp	private	REJ	0	0	0	121	19	0.0	0.0	1.0	1.0	0.16	0.06	0.00	255	19	0.07	0.07	0.00	0.00	0.00	0.00	1.0	1.00	neptune	21
5	tcp	private	S0	0	0	0	166	9	1.0	1.0	0.0	0.0	0.05	0.06	0.00	255	9	0.04	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21
6	tcp	private	S0	0	0	0	117	16	1.0	1.0	0.0	0.0	0.14	0.06	0.00	255	15	0.06	0.07	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21
7	tcp	remote_job	S0	0	0	0	270	23	1.0	1.0	0.0	0.0	0.09	0.05	0.00	255	23	0.09	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21
8	tcp	private	S0	0	0	0	133	8	1.0	1.0	0.0	0.0	0.06	0.06	0.00	255	13	0.05	0.06	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21
9	tcp	private	REJ	0	0	0	205	12	0.0	0.0	1.0	1.0	0.06	0.06	0.00	255	12	0.05	0.07	0.00	0.00	0.00	0.00	1.0	1.00	neptune	21

	Duration	Protocol_type	Service	Flag	Src_bytes	Dst_bytes	Hot	Logged_in	Is_guest_login	Count	Srv_count	Serror_rate	Srv_serror_rate	Rerror_rate	Srv_rerror_rate	Same_srv_rate	Diff_srv_rate	Srv_diff_host_rate	Dst_host_count	Dst_host_srv_count	Dst_host_same_srv_rate	Dst_host_diff_srv_rate	Dst_host_same_src_port_rate	Dst_host_srv_diff_host_rate	Dst_host_serror_rate	Dst_host_srv_serror_rate	Dst_host_rerror_rate	Dst_host_srv_rerror_rate	attack_type	difficulty_level
25181	0	tcp	other	REJ	0	0	0	0	0	511	1	0.12	0.00	0.85	1.0	0.00	1.00	0.00	255	1	0.00	1.00	0.00	0.00	0.16	0.0	0.82	1.0	satan	20
25182	0	tcp	private	REJ	0	0	0	0	0	314	1	0.03	0.00	0.95	1.0	0.00	1.00	0.00	255	1	0.00	1.00	0.00	0.00	0.04	0.0	0.96	1.0	satan	18
25183	29	tcp	ftp	SF	329	1063	6	1	1	1	1	0.00	0.00	0.00	0.0	1.00	0.00	0.00	255	60	0.24	0.02	0.00	0.00	0.00	0.0	0.03	0.1	normal	20
25184	1	tcp	smtp	SF	2896	333	0	1	0	1	3	0.00	0.00	0.00	0.0	1.00	0.00	1.00	12	11	0.92	0.17	0.08	0.00	0.00	0.0	0.00	0.0	normal	21
25185	0	tcp	http	S1	339	14600	0	1	0	2	33	0.50	0.03	0.00	0.0	1.00	0.00	0.06	173	255	1.00	0.00	0.01	0.01	0.01	0.0	0.01	0.0	normal	20
25186	0	tcp	exec	RSTO	0	0	0	0	0	100	7	0.00	0.00	1.00	1.0	0.07	0.07	0.00	255	7	0.03	0.06	0.00	0.00	0.00	0.0	1.00	1.0	neptune	19
25187	0	tcp	ftp_data	SF	334	0	0	1	0	1	1	0.00	0.00	0.00	0.0	1.00	0.00	0.00	1	39	1.00	0.00	1.00	0.18	0.00	0.0	0.00	0.0	warezclient	12
25188	0	tcp	private	REJ	0	0	0	0	0	105	7	0.00	0.00	1.00	1.0	0.07	0.07	0.00	255	13	0.05	0.07	0.00	0.00	0.00	0.0	1.00	1.0	neptune	21
25189	0	tcp	nnsp	S0	0	0	0	0	0	129	18	1.00	1.00	0.00	0.0	0.14	0.06	0.00	255	20	0.08	0.06	0.00	0.00	1.00	1.0	0.00	0.0	neptune	20
25190	0	tcp	finger	S0	0	0	0	0	0	38	9	1.00	1.00	0.00	0.0	0.24	0.11	0.00	255	49	0.19	0.03	0.01	0.00	1.00	1.0	0.00	0.0	neptune	18

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks